{"id":"W4406572421","doi":"10.1016/s2211-0666(19)52707-4","title":"10.1016/s2211-0666(19)52707-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Instrumentation (computer programming); Computer science; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002006134,0.000195181,0.0003463297,0.0001208467,0.00007870029,0.00002526376,0.000114717,0.0001035386,0.9970111],"category_scores_gemma":[0.0000757259,0.0001757803,0.0001381829,0.0002928111,0.00004151087,0.00007165725,0.0000256403,0.0001860035,0.9976046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004544091,"about_ca_system_score_gemma":0.00009450832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000218287,"about_ca_topic_score_gemma":1.187885e-7,"domain_scores_codex":[0.9987403,0.00004217141,0.0002568591,0.0003030638,0.0002614016,0.0003962554],"domain_scores_gemma":[0.9989263,0.00008484728,0.00002924967,0.0004501516,0.00004920351,0.0004602481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003571015,0.00009222117,0.000001471392,0.000008438178,0.00002845135,0.00006924762,0.0000367443,0.0000132185,0.0006576172,7.111153e-7,0.8224967,0.1762381],"study_design_scores_gemma":[0.0006221252,0.0002570569,0.000244227,0.00002838698,0.00004305438,0.0001075562,0.000002316289,0.00005599524,0.000293832,0.000003955079,0.9981334,0.0002081149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005123748,0.0005927867,7.937395e-7,0.001013467,0.000004004839,0.0002595075,0.0000176689,0.0002296568,0.9927584],"genre_scores_gemma":[0.0009929532,0.000002028632,0.0001055882,0.000436539,0.0004925501,0.00002220253,0.00004870868,0.00004187737,0.9978576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.17603,"threshold_uncertainty_score":0.7168111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008497644951350174,"score_gpt":0.1984877980871673,"score_spread":0.1899901531358172,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}